{"id":"W2118288661","doi":"10.1108/07419050710823256","title":"2007 TechEd Annual Conference: Conference Report","year":2007,"lang":"en","type":"article","venue":"Library Hi Tech News","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Originality; Curriculum; Vendor; Lifelong learning; Distance education; Product (mathematics); Computer science; Higher education; Library science; Medical education; Public relations; Engineering management; Engineering ethics; Sociology; Political science; Pedagogy; Engineering; Business; Marketing; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003409119,0.0003349291,0.0003480514,0.0002824465,0.0001573192,0.000586401,0.002566172,0.0002596049,0.001022985],"category_scores_gemma":[0.00002505081,0.0003016162,0.0001107996,0.0009951494,0.0001025153,0.007880881,0.0009099318,0.0004048017,0.0003111745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001159685,"about_ca_system_score_gemma":0.000382608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006788641,"about_ca_topic_score_gemma":0.00001259129,"domain_scores_codex":[0.9972505,0.00006270732,0.0006590387,0.0008418412,0.0004709362,0.0007149638],"domain_scores_gemma":[0.9977405,0.0001154965,0.0002734232,0.001428442,0.00007575335,0.000366401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001147452,0.0004743405,0.05243558,0.000132583,0.0000894888,0.00586503,0.003977341,0.000006169285,0.004139692,0.4920934,0.2580012,0.1826703],"study_design_scores_gemma":[0.0005409295,0.0002114117,0.02823019,0.00007651681,0.000008652602,0.0005090703,0.0006608773,0.001152044,0.03105444,0.02740236,0.9093301,0.0008233591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09373372,0.0006281417,0.3247378,0.01482707,0.002093758,0.0008061514,0.00004075584,0.005033656,0.558099],"genre_scores_gemma":[0.8112865,0.00008217449,0.146657,0.00646043,0.0007095128,0.00002329067,0.000102842,0.00005578326,0.03462239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7175528,"threshold_uncertainty_score":0.9999436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585589246149237,"score_gpt":0.2422106592188137,"score_spread":0.2263547667573213,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}